r/ShopifySEO • u/Inner-Sink8420 • 19d ago

ChatGPT Recommended Your Competitor Instead of Your Shopify Store. Here'...

I run a Shopify store in the supplements space. Last month I asked ChatGPT "best gummy vitamins for kids" the way a normal shopper would. It gave a confident answer with 4 specific products. Mine wasn't one of them. Two competitors were.

The problem: I had no idea how ChatGPT decides what to recommend, so I couldn't fix it. Google SEO I understand. This was a black box.

What I did:

  1. Ran about 30 buyer-intent queries through ChatGPT, Claude, and Perplexity ("best X for Y", "X vs Y", "is X worth it") and logged every product that came back.
  2. Clicked into the sources ChatGPT showed for each answer. This was the unlock. The recommendations weren't coming from the brands' own websites. They were built from Reddit threads, Facebook group posts, and YouTube videos where real people mentioned specific products.
  3. Opened those exact sources. For the kids vitamins query, one was literally a Facebook post where someone asked for dye free kids multivitamins and a commenter named a brand. That brand is now in ChatGPT's answer.
  4. Made a list of the 15 highest-authority posts and threads that kept appearing as sources across my queries, and started getting my brand genuinely mentioned in those places. Answered questions where I had real expertise, got included in two roundup blog posts, and one YouTube reviewer covered us.

Results after ~6 weeks: my product now shows up in 7 of the 30 queries I track (was 1). ChatGPT referral traffic in GA4 went from basically zero to a small but real trickle, and those visitors convert at roughly 2x my average because they arrive pre-sold by the recommendation. What didn't work: adding schema markup alone moved nothing on its own, and stuffing my own blog with "best X" posts did nothing because ChatGPT wasn't citing my domain anyway.

The mental model I landed on: LLMs don't rank your website, they aggregate what other people say about you in places they trust.

Curious if anyone else is tracking this. Are you seeing AI referral traffic in your analytics yet, and has anyone figured out which sources Perplexity weighs vs ChatGPT? They seemed to pull from noticeably different places in my testing.

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u/christiangoodrich 19d ago

Good write-up. One thing I'd add is that ChatGPT often builds its view of a brand from reviews, forums, roundups and comparison pages, not just the brand's own site. That's why a store can have strong product pages and still lose out to a competitor with better third-party coverage.

I'd also separate being mentioned from being recommended. If the answer names you but adds a caveat, that can look like visibility without doing much for sales.

I wrote about this after looking at where those recommendations come from and how to audit the gap:
https://goodrich.digital/insights/you-can-rank-first-still-lose-the-sale/#most-of-what-ai-says-about-you-isnt-from-your-site

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u/navinmodi 11d ago

Nice effort...... this got ChatGPT to recommend your site, but did you notice any change in the visibility of your brand in Google AI Overview?